When can we write $f(v)dv=f(E)dE$?

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In statistical thermodynamics we write $$f(v)\,dv = f(E)\,dE$$

where $v$ is velocity and $E= \frac12mv^2$ is energy

and $f$ refers to the distribution function

Can someone explain the logic behind?